Pith Number

pith:W5J7DGQP

pith:2022:W5J7DGQPTP6QTP7HNY6PLYH3TC

not attested not anchored not stored refs pending

Dynamic Shielding for Reinforcement Learning in Black-Box Environments

Ezequiel Castellano, Ichiro Hasuo, Masaki Waga, Sasinee Pruekprasert, Stefan Klikovits, Toru Takisaka

arxiv:2207.13446 v1 · 2022-07-27 · cs.LG · cs.FL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W5J7DGQPTP6QTP7HNY6PLYH3TC}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T04:44:07.216637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b753f19a0f9bfd09bfe76e3cf5e0fb98ac0e105e657beab6056b65cfce558e01

Aliases

arxiv: 2207.13446 · arxiv_version: 2207.13446v1 · doi: 10.48550/arxiv.2207.13446 · pith_short_12: W5J7DGQPTP6Q · pith_short_16: W5J7DGQPTP6QTP7H · pith_short_8: W5J7DGQP

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/W5J7DGQPTP6QTP7HNY6PLYH3TC \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: b753f19a0f9bfd09bfe76e3cf5e0fb98ac0e105e657beab6056b65cfce558e01

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "948d85974bd595b58e66cc813badfdb6a783f49d68f3dbb2d953828b3b79f657",
    "cross_cats_sorted": [
      "cs.FL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-27T10:54:05Z",
    "title_canon_sha256": "e7c5fedc13906fefb44b781f579bad68259a7b445bdb260eea381c9e55714097"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.13446",
    "kind": "arxiv",
    "version": 1
  }
}